How to do photometry with SIP
One of the most basic tasks of astronomy is measuring amount of light
energy arriving at Earth from a specific object. Investigations of the
brightness of distant objects are necessary for understanding their
structure and behavior. Furthermore, detailed studies of the time
variations in brightness of certain variable stars has lead astronomers
to extend our distance measurments to the farthest reaches of the
universe, letting us measure the extent of the observable universe, and
the age of the universe.
Your instructor may have specific instructions on what you should do to
perform photometric measurements in your images using SIP. This page
gives a basic outline of the process.
In addition to discussing how you can carry out basic photometry
tasks, this page discusses an Example Image Set for
Photometry.
Precise photometric measurements of an object have as a goal the
assignment of a precise "magnitude" to that object for each image taken,
or at least a magnitude relative to some comparison stars in the image.
Assigning a magnitude to a star is quite involved, requiring the
separate imaging many "photometric standard stars" throughout the course
of an evening along with images of the target star, and requiring very
very clear skies. Most observatories cannot do such absolute photometry
more than a few nights per year. Nevertheless, there is much that can be
done by comparing the brightness of a target star with other
"comparison" stars in the same digital image. This process is called
"differential photometry" and is the subject of this page. By sticking
with differences between stars within the same (small) image, even
moderately cloudy conditions don't adversely affect the results.
The Magnitude System
If you already know about magnitudes in astronomy, you might want to skip this
section.
Expressing stellar brightnesses (or the brightness of any object) in
terms of "magnitudes" is a very ancient system. The Greek astronomer
Hipparchos first used magnitudes, assigning 1st magnitude to the
brightest stars visible to him, and 6th magnitude to the dimmest stars
he could see. The system was put on a quantitative basis during the 19th
century. It turns out that Hipparchos's assignment of magnitudes is a
logarithmic system of ranking brightnesses, with its origin in the
logarithmic response of the eye to light of different intensity.
In the modern system stars that differ by 5 magnitudes actually differ
in the amount of radiation energy we receive by a multiplicative
factor of 100. For example, a 6th magnitude star is 100 times
fainter than 1st magnitude star. An 11th magnitude star is 10,000 times
fainter than a 1st magnitude star (100 x 100). Each step up in magnitude
is equivalent to a drop down in brightness by a factor of about 2.512
(a star with m = 4 is 2.512 times brighter than a star with m = 5).
Doing Differential Photometry
Let's assume you already have a set of images of a variable star, each
image having been taken at different times throughout an observing
night. Let's also assume these images have already been dark-corrected
and flat-field corrected if you took them yourself (see How to process images with SIP). Or perhaps
you downloaded already corrected images from the web (e.g., like those
images in the section titled Example Image Set for
Photometry on this page).
The idea is to analyze each image the same way, ultimately producing a
differential magnitude for the variable star (relative to a set of
comparison stars in the image) for each image. A plot of this
differential magnitude should show the behavior of the variable star (as
long as the comparison stars are not variables as well!).
To produce a differential magnitude for an image use the following
steps:
-
Use SIP to determine the "instrumental magnitude" of
the variable star and a set of comparison stars of roughly similar
brightness in the image. I recommend using at least 3 comparison stars.
(You will be using this same set of comparison stars for every image.)
-
Average the instrumental magnitudes of the
comparison stars for that image.
-
Subtract the average comparison
star instrumental magnitude, determined in step 2, from the variable
star's instrumental magnitude, the result is the differential magnitude for the
variable star for that image.
-
It is also worthwhile to pick one
comparison star out of the set and determine it's differential
magnitude relative to the average of the remaining comparison stars.
With these results in hand for each image in your set, plot the
differential magnitude of the variable star versus the time the image
was taken (usually found in the header of the image). As long as your
measurement errors are not too large, you should see some systematic
variation of the differential magnitude of the variable star. If the
star is a periodically varying star with period less than one observing
night you should see its differential magnitude go through at least one
period of its periodic variation.
You can estimate the magnitude of your measurement errors by plotting
the differential magnitude, versus time, of the one comparison star
whose data you produced in step 4. That plot should show only random
variations from one image to the next. The rms ("root-mean-square
deviation from the mean") of these differential magnitudes for the
one comparison star are an estimate of your measurement errors ("error
bars" you should assign to the plot of the differential magnitude of the
variable star.
The Details of Step 1: Determining Instrumental Magnitudes
The only tricky step in doing differential photometry is step 1 ---
using SIP to determine the instrumental magnitude of the variable star
and some number of comparison stars in the image. This section describes
the details of step 1. The technique described here is called aperture
photometry, since the brightness of the pixels in a particular region,
or aperture, in the image are summed to obtain the brightness of the
star in that aperture.
To see what's going on open up your first image in SIP. Set appropriate
display parameters so you can clearly see the stars in the image (e.g.,
use the "Automatic Contrast Adjustment" selection under the View menu
item, but note that fields containing only stars are generally best
viewed with a higher Display Max than is produced by the "Automatic
Constrast Adjustment" --- use "Change Image Display Parameters..." to
set that value). Select the "Determine Centroid or Instrumental
Magnitude..." selection under the Analyze menu item. Adjusting the
location of the green (object) box so it is centered on one of your
stars will produce a value for the "instrumental magnitude" m of that
star. Technically, this value is
m = -2.5 log (S-B)
where the log is a "log to the base 10" of S (the sum of the pixel
values in the green box) minus B (the sum of an equal number of pixels
containing only the background mean value found in the red box on the
image). This logarithmic expression is consistent with the definition of
magnitudes, but the zero of the magnitude scale is not correctly
incorporated in this case definition. Nevertheless, differences
of these instrumental magnitudes will be not be dependent on the zero of
the scale. Also, note that the minus sign in front of the 2.5 means the
magnitude scale is reversed: brighter stars have smaller magnitudes (as
Hipparchos chose).
Note that you can play with the size of the green box, as well as the
size and location of the red (background) box obtaining different values
of the star's instrumental magnitude. The "mean" (average) of the values
in the background box is used in computing the instrumental magnitude of
the star in the green box as described above. Essentially, the
background box's mean value is a "sea level" value for the determination
of the total "mass" of the "mountain peak" of intensity in the green
box. Clearly, it is important to set the red box near the green box to
get background values of relevance to the star. For that reason the
Background Annulus approach may be useful (the background mean is
determined in a red square "ring" centered on the green box). In the
end, you should ideally see values for the instrumental magnitude of the
star that are not very sensitive to changes in the size or location of
the green (object) or red (background) box or annulus. However, in
practice the instrumental magnitude value is dependent upon the details
of the green and red box sizes and separation, or the size and width of
the red annulus.
So, how is one to get some sort of reasonable precision in this game?
The idea is to make your measurement process as consistent from one star
to the next, and from one image to the next. Start with the variable
star. Use the annulus background method. Center the green box on the
variable star. Make sure the annulus is bigger than the green box. Now,
keeping the annulus parameters fixed, try increasing the green box size,
watching the instrumental magnitude value. At first as the green box
increases in size the instrumental magnitude should decrease as
more light is collected in the green box, but ultimately the
instrumental magnitude will level off or even star to increase. The
green box width where the instrumental magnitude levels off will be the
green box width you stick with for all your magnitude
measurements (for each star, for each image).
With a fixed green box width, and fixed annulus inner width and
thickness, proceed to determine instrumental magnitudes for each
comparison star in the image and your variable star. Move to the next
image, and repeat. Once you are done analyzing each image in this way
you can proceed to the remaining steps in the differential photometry
process, summarized by steps 2 through 4.
Example Image Set for Photometry
Images http://www1.phys.vt.edu/~jhs/SIP/images/blcam/blcam_01.fit through
blcam_21.fit are images of the field around the "ultra-fast" cepheid
variable star BL Cam. Shown here is one of these images,
with BL Cam labeled (the star just above the center of the image). These
images were taken with an SBIG ST-7 CCD camera on the 0.4m f/4 reflector
at the Martin Observatory, Virginia Tech, using a Bessell R photometric
filter. In each image North is up, East is to the left (approximately).
The field of view is approximately 15 arcminutes (East-West) and 10
arcminutes (North-South). The images were taken by students Michael
Cooley, Eric Lang, and Chris Logie at Virginia Tech. Each exposure is
30 seconds long. The date and time of the observation (in the FITS
header) are the beginning of the exposure in Universal Time (UT). These
images are supplied so users can try out the astrometry techniques
described on this page. These images are dark and flat field corrected
(but not bias corrected --- which will not matter to the performance of
the photometry).
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